ArticleFrontiers in endocrinology2021
A Novel Nomogram for Predicting Gestational Diabetes Mellitus During Early Pregnancy.
Article in Frontiers in endocrinology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
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18 citing papers in PubMed, 35 citations in OpenAlex.
- Development and validation of a multidimensional indicator-based risk prediction model for gestational diabetes mellitus: a nested case-control study.BMC endocrine disorders · 2026Article
- The impact of early pregnancy uric acid on gestational diabetes risk: a prospective cohort study in Northwest China.BMC pregnancy and childbirth · 2025Article
- A nomogram to predict gestational diabetes mellitus: a multicenter retrospective study.Journal of molecular cell biology · 2025Article
- Review
- Novel first-trimester serum biomarkers for early prediction of gestational diabetes mellitus.Nutrition & diabetes · 2025Article
- Cuproptosis-related Gene Signatures and Immunological Characterization in Sepsis-associated Acute Lung Injury.Combinatorial chemistry & high throughput screening · 2025Article
- Dietary factors and risk for adverse pregnancy outcome: A Mendelian randomization analysis.Food science & nutrition · 2024Article
- Association and function analysis of genetic variants and the risk of gestational diabetes mellitus in a southern Chinese population.Frontiers in endocrinology · 2024Article
- Risk factors and prediction model for low-birth-weight infants born to women with gestational diabetes mellitus.Frontiers in public health · 2024Article
- Construction and validation of a novel nomogram for predicting spontaneous preterm birth in patients with gestational diabetes mellitus.American journal of translational research · 2024Article
- Pre-pregnancy body mass index combined with peripheral blood PLGF, DCN, LDH, and UA in a risk prediction model for pre-eclampsia.Frontiers in endocrinology · 2023Article
- Prediction model for gestational diabetes mellitus using the XG Boost machine learning algorithm.Frontiers in endocrinology · 2023Article
- Predictive value of first-trimester GPR120 levels in gestational diabetes mellitus.Frontiers in endocrinology · 2023Article
- Risk prediction models of gestational diabetes mellitus before 16 gestational weeks.BMC pregnancy and childbirth · 2022Article
- Development and Validation of Risk Prediction Models for Gestational Diabetes Mellitus Using Four Different Methods.Metabolites · 2022Article
- Cardiovascular Disease-Associated MicroRNAs as Novel Biomarkers of First-Trimester Screening for Gestational Diabetes Mellitus in the Absence of Other Pregnancy-Related Complications.International journal of molecular sciences · 2022Article
- The Role of Slit-2 in Gestational Diabetes Mellitus and Its Effect on Pregnancy Outcome.Frontiers in endocrinology · 2022Article
- Maternal serum NGAL in the first trimester of pregnancy is a potential biomarker for the prediction of gestational diabetes mellitus.Frontiers in endocrinology · 2022Article
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Authors and funding
12 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Objective: Gestational diabetes mellitus (GDM) is a serious threat to maternal and child health. However, there isn't a standard predictive model for the disorder in early pregnancy. This study is to investigate the association of blood indexes with GDM and establishes a practical predictive model in early pregnancy for GDM. Methods: This is a prospective cohort study enrolling 413 pregnant women in the department of Obstetrics and Gynecology in Shanghai General Hospital from July 2020 to April 2021.A total of 116pregnantwomen were diagnosed with GDM during the follow-up. Blood samples were collected at early trimester (gestational weeks 12-16) and second trimester(gestational weeks 24-26 weeks). A predictive nomogram was established based on results of the multivariate logistic model and 5-fold cross validation. We evaluate the nomogram by the area under the receiver operating characteristic curve (AUC), calibration curves and decision curve analysis (DCAs). Results: Significant differences were observed between the GDM and normal controls among age, pre-pregnancy BMI, whether the pregnant women with complications, the percentage of B lymphocytes, fasting plasma glucose (FPG), HbA1c, triglyceride and the level of progesterone in early trimester. Risk factors used in nomogram included age, pre-pregnancy BMI, FPG, HbA1c, the level of IgA, the level of triglyceride, the percentage of B lymphocytes, the level of progesterone and TPOAb in early pregnancy. The AUC value was 0.772, 95%CI (0.602,0.942). The calibration curves for the probability of GDM demonstrated acceptable agreement between the predicted outcomes by the nomogram and the observed values. DCA curves showed good positive net benefits in the predictive model. Conclusions: A novel predictive nomogram was developed for GDM in our study, which could do help to patient counseling and management during early pregnancy in clinical practice.
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